When Alice (Rachel Weisz) shows up out of the blue at Tom’s (Michael Shannon) birthday dinner in New York City, the guests are immediately charmed by her intriguing stories. But things become increasingly complicated as questions arise as to who she really is, how she leads her life, and what she really wants.